{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,15]],"date-time":"2025-10-15T18:17:37Z","timestamp":1760552257073},"publisher-location":"Berlin, Heidelberg","reference-count":36,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642010811"},{"type":"electronic","value":"9783642010828"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2009]]},"DOI":"10.1007\/978-3-642-01082-8_4","type":"book-chapter","created":{"date-parts":[[2009,5,4]],"date-time":"2009-05-04T16:35:56Z","timestamp":1241454956000},"page":"83-114","source":"Crossref","is-referenced-by-count":0,"title":["An Evolutionary Approximation for the Coefficients of Decision Functions within a Support Vector Machine Learning Strategy"],"prefix":"10.1007","author":[{"given":"Ruxandra","family":"Stoean","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mike","family":"Preuss","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Catalin","family":"Stoean","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elia","family":"El-Darzi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"D.","family":"Dumitrescu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"4_CR1","doi-asserted-by":"publisher","first-page":"601","DOI":"10.2307\/2589242","volume":"105","author":"R.A. Bosch","year":"1998","unstructured":"Bosch, R.A., Smith, J.A.: Separating hyperplanes and the authorship of the disputed federalist papers. American Mathematical Monthly\u00a0105, 601\u2013608 (1998)","journal-title":"American Mathematical Monthly"},{"key":"4_CR2","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The Nature of Statistical Learning Theory","author":"V. Vapnik","year":"1995","unstructured":"Vapnik, V.: The Nature of Statistical Learning Theory. Springer, Heidelberg (1995)"},{"key":"4_CR3","volume-title":"Neural Networks: A Comprehensive Foundation","author":"S. Haykin","year":"1999","unstructured":"Haykin, S.: Neural Networks: A Comprehensive Foundation. Prentice-Hall, New Jersey (1999)"},{"key":"4_CR4","first-page":"273","volume":"1","author":"C. Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support vector networks. Machine Learning\u00a01, 273\u2013297 (1995)","journal-title":"Machine Learning"},{"key":"4_CR5","doi-asserted-by":"crossref","unstructured":"Mierswa, I.: Evolutionary learning with kernels: A generic solution for large margin problems. In: Proc. of the Genetic and Evolutionary Computation Conference, vol.\u00a01, pp. 1553\u20131560 (2006)","DOI":"10.1145\/1143997.1144249"},{"key":"4_CR6","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1023\/A:1009715923555","volume":"2","author":"C.J.C. Burges","year":"1998","unstructured":"Burges, C.J.C.: A tutorial on support vector machines for pattern recognition. Data Mining and Knowledge Discovery\u00a02, 121\u2013167 (1998)","journal-title":"Data Mining and Knowledge Discovery"},{"key":"4_CR7","doi-asserted-by":"crossref","unstructured":"Boser, B.E., Guyon, I.M., Vapnik, V.: A training algorithm for optimal margin classifiers. In: Proceedings of the 5th Annual ACM Workshop on Computational Learning Theory, vol.\u00a01, pp. 11\u2013152 (1992)","DOI":"10.1145\/130385.130401"},{"key":"4_CR8","volume-title":"Methods of Mathematical Physics","author":"R. Courant","year":"1970","unstructured":"Courant, R., Hilbert, D.: Methods of Mathematical Physics. Wiley Interscience, Hoboken (1970)"},{"key":"4_CR9","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1098\/rsta.1909.0016","volume":"209","author":"J. Mercer","year":"1908","unstructured":"Mercer, J.: Functions of positive and negative type and their connection with the theory of integral equations. Transactions of the London Philosophical Society (A)\u00a0209, 415\u2013446 (1908)","journal-title":"Transactions of the London Philosophical Society (A)"},{"key":"4_CR10","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1109\/72.991427","volume":"13","author":"C.-W. Hsu","year":"2004","unstructured":"Hsu, C.-W., Lin, C.-J.: A comparison of methods for multi-class support vector machines. IEEE Transactions on Neural Networks\u00a013, 415\u2013425 (2004)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"4_CR11","unstructured":"Platt, J.C., Cristianini, N., Shawe-Taylor, J.: Large margin dags for multiclass classification. In: Proc. of Neural Information Processing Systems, vol.\u00a01, pp. 547\u2013553 (2000)"},{"key":"4_CR12","unstructured":"Smola, A.J., Scholkopf, B.: A tutorial on support vector regression. Technical Report NC2-TR-1998-030. NeuroCOLT2 Technical Report Series (1998)"},{"key":"4_CR13","unstructured":"Rosipal, R.: Kernel-based Regression and Objective Nonlinear Measures to Access Brain Functioning. PhD thesis Applied Computational Intelligence Research Unit School of Information and Communications Technology University of Paisley, Scotland (2001)"},{"key":"4_CR14","unstructured":"Stoean, R.: Support vector machines. An evolutionary resembling approach. Universitaria Publishing House Craiova (2008)"},{"key":"4_CR15","unstructured":"Friedrichs, F., Igel, C.: Evolutionary tuning of multiple svm parameters. In: Proc. 12th European Symposium on Artificial Neural Networks, vol.\u00a01, pp. 519\u2013524 (2004)"},{"key":"4_CR16","unstructured":"Howley, T., Madden, M.G.: The genetic evolution of kernels for support vector machine classifiers. In: Proc. of 15th Irish Conference on Artificial Intelligence and Cognitive Science, vol. 1 (2004), http:\/\/www.it.nuigalway.ie\/m_madden\/profile\/pubs.html"},{"key":"4_CR17","first-page":"249","volume":"3","author":"S.H. Jun","year":"2006","unstructured":"Jun, S.H., Oh, K.W.: An evolutionary statistical learning theory. International Journal of Computational Intelligence\u00a03, 249\u2013256 (2006)","journal-title":"International Journal of Computational Intelligence"},{"key":"4_CR18","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-662-05094-1","volume-title":"Introduction to Evolutionary Computing","author":"A.E. Eiben","year":"2003","unstructured":"Eiben, A.E., Smith, J.E.: Introduction to Evolutionary Computing. Springer, Heidelberg (2003)"},{"key":"4_CR19","doi-asserted-by":"crossref","unstructured":"Stoean, R., Preuss, M., Stoean, C., Dumitrescu, D.: Concerning the potential of evolutionary support vector machines. In: Proc. of the IEEE Congress on Evolutionary Computation, vol.\u00a01, pp. 1436\u20131443 (2007)","DOI":"10.1109\/CEC.2007.4424640"},{"key":"4_CR20","doi-asserted-by":"crossref","unstructured":"Stoean, R., Dumitrescu, D., Preuss, M., Stoean, C.: Different techniques of multi-class evolutionary support vector machines. In: Proc. of Bio-Inspired Computing: Theory and Applications, vol.\u00a01, pp. 299\u2013306 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR21","doi-asserted-by":"crossref","unstructured":"Stoean, R., Stoean, C., Preuss, M., Dumitrescu, D.: Evolutionary multi-class support vector machines for classification. In: Proceedings of International Conference on Computers and Communications - ICCC 2006, Baile Felix Spa - Oradea, Romania, vol.\u00a01, pp. 423\u2013428 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR22","doi-asserted-by":"crossref","unstructured":"Stoean, R., Dumitrescu, D., Stoean, C.: Nonlinear evolutionary support vector machines. application to classification. Studia Babes-Bolyai, Seria Informatica LI, 3\u201312 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR23","unstructured":"Stoean, R., Dumitrescu, D.: Evolutionary linear separating hyperplanes within support vector machines. In: Scientific Bulletin, University of Pitesti. Mathematics and Computer Science Series, vol.\u00a011, pp. 75\u201384 (2005)"},{"key":"4_CR24","doi-asserted-by":"crossref","unstructured":"Stoean, R., Dumitrescu, D.: Linear evolutionary support vector machines for separable training data. In: Annals of the University of Craiova. Mathematics and Computer Science Series, vol.\u00a033, pp. 141\u2013146 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR25","doi-asserted-by":"crossref","unstructured":"Stoean, R., Preuss, M., Dumitrescu, D., Stoean, C.: \u03b5 - evolutionary support vector regression. In: Symbolic and Numeric Algorithms for Scientific Computing, SYNASC 2006, vol.\u00a01, pp. 21\u201327 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR26","doi-asserted-by":"crossref","unstructured":"Stoean, R., Preuss, M., Dumitrescu, D., Stoean, C.: Evolutionary support vector regression machines. In: IEEE Postproc. of the 8th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, vol.\u00a01, pp. 330\u2013335 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR27","unstructured":"Stoean, R.: An evolutionary support vector machines approach to regression. In: Proc. of 6th International Conference on Artificial Intelligence and Digital Communications, vol.\u00a01, pp. 54\u201361 (2006)"},{"key":"4_CR28","doi-asserted-by":"crossref","unstructured":"Stoean, R., Stoean, C., Preuss, M., El-Darzi, E., Dumitrescu, D.: Evolutionary support vector machines for diabetes mellitus diagnosis. In: Proceedings of IEEE Intelligent Systems 2006, London, UK, vol.\u00a01, pp. 182\u2013187 (2006)","DOI":"10.1109\/IS.2006.348414"},{"key":"4_CR29","doi-asserted-by":"crossref","unstructured":"Stoean, R., Stoean, C., Preuss, M., Dumitrescu, D.: Evolutionary support vector machines for spam filtering. In: Proc. of RoEduNet IEEE International Conference, vol.\u00a01, pp. 261\u2013266 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR30","unstructured":"Stoean, R., Stoean, C., Preuss, M., Dumitrescu, D.: Evolutionary detection of separating hyperplanes in e-mail classification. Acta Cibiniensis LV, 41\u201346 (2007)"},{"key":"4_CR31","doi-asserted-by":"crossref","unstructured":"Stoean, R., Stoean, C., Preuss, M., Dumitrescu, D.: Forecasting soybean diseases from symptoms by means of evolutionary support vector machines. Phytologia Balcanica 12 (2006)","DOI":"10.1109\/SYNASC.2006.39"},{"key":"4_CR32","unstructured":"Mierswa, I.: Making indefinite kernel learning practical, technical report. Technical report. Artificial Intelligence Unit, Department of Computer Science, University of Dortmund (2006)"},{"key":"4_CR33","series-title":"Natural Computing Series","volume-title":"Experimental research in evolutionary computation - the new experimentalism","author":"T. Bartz-Beielstein","year":"2006","unstructured":"Bartz-Beielstein, T.: Experimental research in evolutionary computation - the new experimentalism. Natural Computing Series. Springer, Heidelberg (2006)"},{"key":"4_CR34","unstructured":"Perez-Cruz, F., Figueiras-Vidal, A.R., Artes-Rodriguez, A.: Double chunking for solving svms for very large datasets. In: Proceedings of Learning 2004, Elche, Spain, vol.\u00a01 (2004), eprints.pascal-network.org\/archive\/00001184\/01\/learn04.pdf"},{"key":"4_CR35","unstructured":"DeJong, K.A.: An Analysis of the Behavior of a Class of Genetic Adaptive Systems. PhD thesis University of Michigan, Ann Arbor (1975)"},{"key":"4_CR36","volume-title":"An Introduction to Support Vector Machines","author":"N. Cristianini","year":"2000","unstructured":"Cristianini, N., Shawe-Taylor, J.: An Introduction to Support Vector Machines. Cambridge University Press, Cambridge (2000)"}],"container-title":["Studies in Computational Intelligence","Foundations of Computational, Intelligence Volume 1"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-01082-8_4.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,30]],"date-time":"2021-04-30T09:56:33Z","timestamp":1619776593000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-01082-8_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642010811","9783642010828"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-01082-8_4","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2009]]}}}